IL286154A - Improved histopathology classification through machine self-learning of " tissue fingerprints" - Google Patents

Improved histopathology classification through machine self-learning of " tissue fingerprints"

Info

Publication number
IL286154A
IL286154A IL286154A IL28615421A IL286154A IL 286154 A IL286154 A IL 286154A IL 286154 A IL286154 A IL 286154A IL 28615421 A IL28615421 A IL 28615421A IL 286154 A IL286154 A IL 286154A
Authority
IL
Israel
Prior art keywords
learning
machine self
fingerprints
tissue
histopathology classification
Prior art date
Application number
IL286154A
Other languages
Hebrew (he)
Original Assignee
Univ Southern California
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Univ Southern California filed Critical Univ Southern California
Publication of IL286154A publication Critical patent/IL286154A/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
    • G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
    • G01N33/53—Immunoassay; Biospecific binding assay; Materials therefor
    • G01N33/574—Immunoassay; Biospecific binding assay; Materials therefor for cancer
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G06T7/0014—Biomedical image inspection using an image reference approach
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10056—Microscopic image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30024—Cell structures in vitro; Tissue sections in vitro
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/14—Vascular patterns
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/10—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to drugs or medications, e.g. for ensuring correct administration to patients

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Molecular Biology (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Public Health (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Multimedia (AREA)
  • Pathology (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Immunology (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Chemical & Material Sciences (AREA)
  • Urology & Nephrology (AREA)
  • Hematology (AREA)
  • Quality & Reliability (AREA)
  • Probability & Statistics with Applications (AREA)
  • Microbiology (AREA)
  • Oncology (AREA)
  • Biotechnology (AREA)
  • Cell Biology (AREA)
  • Hospice & Palliative Care (AREA)
  • Food Science & Technology (AREA)
IL286154A 2019-03-08 2021-09-05 Improved histopathology classification through machine self-learning of " tissue fingerprints" IL286154A (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201962815736P 2019-03-08 2019-03-08
PCT/US2020/021667 WO2020185660A1 (en) 2019-03-08 2020-03-09 Improved histopathology classification through machine self-learning of "tissue fingerprints"

Publications (1)

Publication Number Publication Date
IL286154A true IL286154A (en) 2021-10-31

Family

ID=72427159

Family Applications (1)

Application Number Title Priority Date Filing Date
IL286154A IL286154A (en) 2019-03-08 2021-09-05 Improved histopathology classification through machine self-learning of " tissue fingerprints"

Country Status (4)

Country Link
US (1) US20220180518A1 (en)
EP (1) EP3935577A4 (en)
IL (1) IL286154A (en)
WO (1) WO2020185660A1 (en)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111107783B (en) 2017-06-19 2022-08-05 维兹人工智能公司 Method and system for computer-aided triage
US10733730B2 (en) 2017-06-19 2020-08-04 Viz.ai Inc. Method and system for computer-aided triage
CN112884724B (en) * 2021-02-02 2022-06-03 广州智睿医疗科技有限公司 Intelligent judgment method and system for lung cancer histopathological typing
US11694807B2 (en) * 2021-06-17 2023-07-04 Viz.ai Inc. Method and system for computer-aided decision guidance
US20220405917A1 (en) * 2021-06-18 2022-12-22 Case Western Reserve University Combination of features from biopsies and scans to predict prognosis in sclc
WO2023042184A1 (en) * 2021-09-20 2023-03-23 Janssen Research & Development, Llc Machine learning for predicting cancer genotype and treatment response using digital histopathology images
US20230368899A1 (en) * 2022-05-13 2023-11-16 PAIGE.AI, Inc. Systems and methods to process electronic images with automatic protocol revisions
CN114821681A (en) * 2022-06-27 2022-07-29 深圳市魔力信息技术有限公司 Fingerprint augmentation method

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101689220A (en) * 2007-04-05 2010-03-31 奥利安实验室有限公司 The system and method that be used for the treatment of, diagnosis and prospective medicine illness takes place
WO2014149629A1 (en) * 2013-03-15 2014-09-25 Htg Molecular Diagnostics, Inc. Subtyping lung cancers
WO2015069824A2 (en) * 2013-11-06 2015-05-14 Lehigh University Diagnostic system and method for biological tissue analysis
CN110249350A (en) * 2016-09-20 2019-09-17 河谷控股Ip有限责任公司 Sample tracking, system and method are carried out via sample tracking chain
WO2018165103A1 (en) * 2017-03-06 2018-09-13 University Of Southern California Machine learning for digital pathology
US11195274B2 (en) * 2017-08-03 2021-12-07 Nucleai Ltd Systems and methods for analysis of tissue images
JP2020530637A (en) * 2017-08-09 2020-10-22 アレン インスティテュート Systems, devices, and methods for image processing to generate images with predictive tagging
JP7200945B2 (en) * 2017-12-01 2023-01-10 ソニーグループ株式会社 Image coloring device, image coloring method, program, and image coloring system
WO2019234587A1 (en) * 2018-06-04 2019-12-12 Analytics For Life Method and system to assess pulmonary hypertension using phase space tomography and machine learning
CN109697741B (en) * 2018-12-28 2023-06-16 上海联影智能医疗科技有限公司 PET image reconstruction method, device, equipment and medium
US20230385643A1 (en) * 2022-05-26 2023-11-30 GE Precision Healthcare LLC Generating neural networks tailored to optimize specific medical image properties using novel loss functions

Also Published As

Publication number Publication date
EP3935577A4 (en) 2022-11-16
US20220180518A1 (en) 2022-06-09
WO2020185660A1 (en) 2020-09-17
EP3935577A1 (en) 2022-01-12

Similar Documents

Publication Publication Date Title
IL286154A (en) Improved histopathology classification through machine self-learning of " tissue fingerprints"
IL283131A (en) Machine learning disease prediction and treatment prioritization
IL280535A (en) Muscle targeting complexes and uses thereof for treating friedreich's ataxia
MA47310A (en) COMBINATIONS OF CABOZANTINIB AND ATZOLIZUMAB FOR CANCER TREATMENT
GB2586260B (en) Facial image processing
EP3501312A4 (en) Women's underwear
MA52249A (en) HUMAN INTEGRIN ANTAGONISTS (ALPHA4) (BETA7)
CA187649S (en) Men's undergarment
WO2018013609A3 (en) Synthetic melanin nanoparticles uses thereof
IL277908A (en) Classification machine of speech/lingual pathologies
MA45845A (en) COMBINATION TREATMENT FOR HEMATOLOGICAL CANCERS
CA187857S (en) Men's undergarment
GB201905474D0 (en) Femoral neck resection guide
IL286311A (en) Eyelid speculum
IL271322A (en) Non-invasive neural interface
GB2584229B (en) Multi-faceted tissue therapy tool
IL292822A (en) Gold nanocluster in the treatment of friedreich's ataxia
GB201916581D0 (en) Cosmetic agents for conditioning keratin fibres
GB201910645D0 (en) Treatment for dry eye disease
GB201904122D0 (en) Facial analysis
GB201903017D0 (en) Enhancement of three-dimensional facial scans
WO2018107064A8 (en) Tissue organoids
PL3216708T3 (en) Machine and method for making cigarette packets of the "shoulder box" type
RS64553B1 (en) Vectors for the treatment of friedreich's ataxia
CA207527S (en) Reverse shoulder articular body